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01:01
2026-07-30
dev.to
artificial-intelligence

Building an MCP server in Python: what I learned about tool design

A developer building an MCP server for Google Sheets learned that tool descriptions, not implementation, determine AI model accuracy. The developer found that models like Claude guess column names and prefer imprecise se…

00:00
2026-07-30
mindstudio.ai
artificial-intelligence

Cutting AI Context Costs at Scale: Tool Overhead, Caching, Compaction

Reused input dominates token bills because every API call resends the full conversation history, with one Codex user recording 3.59 billion reused tokens out of 3.77 billion total in a single day. Anthropic's analysis fo…

00:00
2026-07-30
okaneland.com
artificial-intelligence

Claude Code limits: what $20, $100, and $200 actually buy

A proposed class action filed June 14, 2026, alleges Anthropic's $100 and $200 Claude plans deliver a fraction of their advertised multiples, while a review of 2,122 subscriber posts shows usage limits have actually incr…

00:00
2026-07-30
vincentchan.vc
developer-tools

I've been focusing on the wrong things.

Capy founder Vincent Chan is shifting the company's focus from CLI developer experience to broader secrets management UX and agentic-first API products, following conversations with industry figures including Scott Motte…

23:33
2026-07-29
promptcube3.com
artificial-intelligence

Continue extension setup, Qwen Coder local setup

Qwen2.5-Coder-32B-Instruct is the gold standard for local coding, rivaling GPT-4o in Python and JS while running on a single A100 or high-VRAM consumer setup via Ollama. To set up the Continue extension, users must confi…

19:34
2026-07-29
dev.to
developer-tools

Your coding agent can now write a .NET workflow engine integration

Optimajet has redesigned its Workflow Engine documentation to make it AI-agent-friendly, publishing a single-file full-text version and an automated trial key endpoint so coding agents can complete integrations without h…

19:10
2026-07-29
runtimewire.com
ai-agents

Perplexity open-sources Numbat to monitor and block risky AI agents

Perplexity open-sourced Numbat on July 29th, a Go binary that monitors and can block risky AI agents on employee computers, addressing security risks from agents that run commands and access credentials on corporate syst…

19:01
2026-07-29
pub.towardsai.net
ai-tools

I Cut 3 Hours of Weekly SRE Toil to 20 Minutes With Claude Code

An SRE engineer cut 3 hours of weekly toil to 20 minutes using Claude Code, a terminal-native AI agent from Anthropic that executes shell commands, reads files, and edits configs with user approval. The engineer automate…

16:48
2026-07-29
promptcube3.com
large-language-models

Agentic Method: A Deep Dive into Structured Reasoning

A framework called the Agentic Method treats LLM output as a scientific record by enforcing a strict Domain Specific Language (DSL) with tags like (CTX), (H), and (VERDICT), evidence grading (F0-F4), and multi-agent audi…

16:33
2026-07-29
promptcube3.com
artificial-intelligence

How to Stop AI from Hallucinating APIs When Writing Code

AI models hallucinate API endpoints because they are probabilistic engines that blend outdated training data, but developers can prevent errors by using Retrieval-Augmented Generation (RAG) or precise documentation injec…

16:32
2026-07-29
techstrong.ai
artificial-intelligence

Tokenomics Is Springing the Indispensability Trap

Corporate America is routing AI tasks to the least expensive model capable of doing them well enough, a practice called tokenomics that threatens to commoditize frontier AI labs. Amazon, according to internal documents r…

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